"Can computers help faculty teach and students learn?" Outline I. Background II. Defining the problem III. Computer Assisted Learning Method IV. Initial Results V. Summary and Outlook Acknowledgments •Students who used CALM over the past 6 years. •Faculty in chemistry (both IU and elsewhere) and physics who incorporated CALM into their courses. •CALM development team: G. Alexander, T. Bredeweg, T.M. Hamilton, D. Felker, J. Anderson, A. Dobie-Galuska, S. Wietstock •R. Althauser, Dept. of Sociology, Indiana University Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" Background For the first 8 years I was at Indiana University, each Spring I taught the second semester of our main freshmen chemistry sequence (450-600 students). How does one assess the understanding of the students on a regular basis? It is not just the problem of a large class, one has the same problem with a class of 20. Of course in a small class one claims that by asking the class questions in-class one can assess their understanding. What about the students who refuse to answer questions in class? Assertion – The moment you sacrifice the one-on-one interaction you have lost something. That is why students participating in undergraduate research have such an unique experience. Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" Problems in teaching a group of any size – • many of the best students are not sufficiently challenged • culling the “best” students into an honors section doesn’t solve the problem. • In-class exams do not provide an environment to fully challenge the capabilities of every student. Part of the solution is to increase the accountability of students in their out of classroom time. Homework/Exercises with feedback Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" Third International Mathematics and Science Study (1995) Mathematics Fractions and number sense, Algebra, Geometry, Data representation, analysis, and probability Measurement, Proportionality Science Earth science, Life science, Physics, Chemistry, Environmental and resource issues, Scientific inquiry and the nature of science The following are the content areas included in the advanced mathematics and physics assessments. Advanced Mathematics Numbers and equations, Calculus, Geometry Physics Mechanics, Electricity and magnetism, Heat, Wave phenomena, Modern physics In the final year of secondary school (twelfth grade in the U.S.), U.S. performance was among the lowest in both science and mathematics, including among our most advanced students. Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" WWW based instruction has increased dramatically in the past 5-7 years. • Faculty placing notes, exercises on the Web (static, no interaction). • Distribution of faculty notes by commercial enterprises (e.g. versity.com ) • Interactive tutorial and mastery programs (among the best) a) CyberProf, Univ. of Illinois ; physics and chemistry b) CAPA, Michigan State University; physics and chemistry c) OWL, University of Massachusetts, chemistry • Initiatives for systemic change in chemistry (NSF funded) a) CPR (Calibrated Peer Review) : UCLA -- intelligent writing in science classes The educational materials developed by publishers is of substantially poorer quality (intellectual content). The initiative must be taken by the universities! Accessibility-a rapidly changing landscape • A recent study showed that “more than half of Americans now had access to the Internet from home.” • Release of Internet access network devices e.g. WebTV, iPAQ, etc. Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" Motivation behind C.A.L.M. • Math and science are problem solving subjects students need to solve questions on a regular (sustained) basis to help internalize the concepts. • The best feedback is immediate. Not only is this a statement about our instant gratification society, but education research demonstrates this fairly conclusively. • students should have individualized questions to encourage symbolic communication (enhances cooperative learning). • the faculty member should have “instant” feedback about the performance of a class or individual on a particular topic. Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" Basis for C.A.L.M. “Computers are great for three things: Storing data, performing calculations, and making decisions.” - RdS 1. WWW based a) allows widespread dissemination of material b) facilitates accumulation of group/class statistics. 2. Questions are individualized (semirandom, algorithmically generated). 3. Based on a Socratic pedagogy a) Encourages symbolic communication b) reduces copying/cheating. Encourages logical thinking The computer allows us to “simulate” one-on-one interaction. Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" Features of the program • Each student is presented with an individualized, semi-randomly generated question. All questions are algorithmically generated which allows the student immediate feedback about the correctness of their response. • A student can make repeated attempts to solve the question without penalty – which encourages learning. • A student can request a new question to ensure comprehension of a particular topic. • All interactions of students with the program are logged so a teacher (or parent) could examine the performance of a student or a group of students. Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" C.A.L.M. incorporates several different types of problems: 1. Numerical Problems 2. Multiple choice 3. Multiple selection – several of the provided choices are correct answers to the question 4. Graphical – Based on a graphical picture the student must answer a question or select a region of the graph. 5. Textual – The student must provide a textual answer to a question (e.g. “Write the products of the following chemical reaction”). 6. Multistage – The student is directed through a question. Upon incorrectly answering a question the student is presented with a new “leading” question. http://calm.indiana.edu Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu Correct Incorrect Is the following reaction spontaneous under standard conditions? CH4(g) + O2(g) ==> CO2(g) + H2O(l) Yes No CH4(g) + O2(g) ==> CO2(g) + H2O(l) Your answer is correct ! What is Go for the reaction? Go = kJ Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu Correct Incorrect Is the following reaction spontaneous under standard conditions? CH4(g) + O2(g) ==> CO2(g) + H2O(l) Yes No A reaction is spontaneous if and only if Go < 0. What is Go for the reaction? Go = kJ CH4(g) + O2(g) ==> CO2(g) + H2O(l) Your answer is correct ! What is Go for the reaction? Go = kJ Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu Your answer is incorrect! Go is the sum over the products’ Gibbs Free Energy of formation minus minus the sum over the reactants’ Gibbs Free Energy of formation. What is Go for the reaction? Go = kJ Your answer is correct! What is the value of ln(K) for this reaction? ln(K) = Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu Your answer is incorrect! Go is the sum over the products’ Gibbs Free Energy of formation minus minus the sum over the reactants’ Gibbs Free Energy of formation. What is Go for the reaction? Go = kJ Your answer is correct! What is the value of ln(K) for this reaction? ln(K) = Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu Your answer is incorrect. Go = -RTlnK • R = 8.314 J/ (mol.K) ln(K) = Good job! Your answer is correct. You have finished answering this question. Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu Your answer is incorrect. Go = -RTlnK • R = 8.314 J/ (mol.K) ln(K) = Good job! Your answer is correct. You have finished answering this question. Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu IV. Initial Results “Fuzzy-Wuzzy” results (anonymous survey following Spring 1997) 1. Students increased time spent studying for course from < 2hr/week to ~ 4 hrs/week. 2. Do you find CALM useful in helping you learn the material presented in the course? a) extremely useful 37% b) very useful 35% c) moderately useful 19% d) slightly useful 5% e) not useful at all 3% 3. 76% said that it was a “good” or “very valuable” tool in a differently worded or arranged question. "Can computers help faculty teach and students learn?" These initial self-perceived benefits were encouraging! “The most positive aspect of CALM is that you can immediately find out whether or not you got your question correct. This enables a person to know whether or not she is approaching the problem in a correct way.” – Anonymous student Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" Analysis following Fall 1997 (R. Althauser) Multivariable linear regression analysis: 1. 2. CALMPTS = f(SATACT, CHEM PLACEMENT) EXAM SCORE = f(SATACT, CALMPTS) 3. EXAM SCORE = f(SATACT, CALMPTS, CHEM PLACEMENT) SATACT : measure of math skill prior to course. CHEM PLACEMENT : Chemistry placement exam assesses prior knowledge of chemistry. EXAM SCORE : 4 in-term exams (25 pts each.) + 1 Final (50 pts.) CALMPTS : Points accumulated in CALM, 1 pt./question correctly answered; 100 questions normalized to 10 pts. Sample : Students who missed no more than 2 exams 511/681 (77%) Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" OLS Regression analysis Dep Var: SCORE N: 498 Multiple R: 0.726 Squared multiple R: 0.527 Adjusted squared multiple R: 0.525 Standard error of estimate: 15.250 Effect Coefficient Std Error Std Coef Tolerance t P(2 Tail) CONSTANT -9.785 6.118 0.000 . -1.599 0.110 CALMPTS 3.787 0.246 0.495 0.925 15.398 0.000 SATACT 0.113 0.010 0.360 0.900 11.052 0.000 CHEMPLACE 1.349 0.272 0.156 0.967 4.963 0.000 After correcting for differences in math ability and prior chemistry knowledge, CALM performance is a strong predictor of Exam scores. • Each additional CALM point corresponds to almost 5 additional exam points. • Distribution of CALM points within 1 std. Deviation of mean is 4-10 This difference of 6 CALM points corresponds to 24 points in EXAM SCORE. This difference exceeds a letter grade! Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu Expanding the impact of CALM "Can computers help faculty teach and students learn?" CALM is presently being used at: • I.U.: C105,C125,C106,C126,C101, C103, and P125 • Morehead State University C101 • High Schools Bloomington North Bloomington South Plymouth Westfield Zionsville Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu "Can computers help faculty teach and students learn?" V. Summary • We have developed and implemented in a large class environment a WWW based learning tool (C.A.L.M) which provides algorithmic generation of individualized questions for students based upon a Socratic pedagogy. • Student performance with this tool correlates strongly with exam performance. VI. Outlook • Adaptive learning systems with artificial intelligence can significantly enhance the learning process. Need to develop “concept” questions in CALM which assess student understanding Present questions in a progressive manner which responds to students success. Only allow progression to next concept if sufficient mastery is achieved. Develop better assessment tools Romualdo T. de Souza, Dept. of Chemistry, IUB Purdue University Feb. 19th, 2003 http://calm.indiana.edu